Build a resilient platform layer for System One decisions. Separate semantic evaluation, policy enforcement, and text generation into distinct stages.

Protect your architecture from vendor lock-in with stable capability contracts.
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Deploy #Ansible Automation Platform across multiple clusters to support rolling updates, platform migrations, and continuous operations. Integrate with #ServiceNow for change governance and centralized logging.
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Benchmark your #RedHat Quay deployment. Explore how proper sizing of storage backends, database tiers, and platform configurations impacts concurrent pull performance, and why there's no single answer for maximum throughput in containerized environments. red.ht/4iLHJFg

Automate time-consuming tasks like credentials, accounts, and templates and create a centralized process with #Ansible Automation Platform and the #DeveloperSandbox. red.ht/4jFQTlE

Eliminate hidden performance bottlenecks in multi-node #LLM deployments. Dynamic resource allocation brings topology-aware scheduling to #Kubernetes, ensuring GPUs and network adapters align for maximum #GPUDirect efficiency.
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Navigate the common pitfalls when integrating third-party applications on #OpenShift. Enforce non-root execution, standardize on #GitOps automation, and establish clear #security boundaries for predictable, repeatable deployments.
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Transform unstructured German social media data into structured insights with fine-tuned small language models on #OpenShift AI. Achieve 99% JSON validity and expert-level performance using modest infrastructure, just 3 @nvidia L40 GPUs. red.ht/4i9BYkD

🐪 Bridge the gap between generating text and executing tasks. Expose your #ApacheCamel routes through the ai-tool component and let camel-openai automatically present each registered route as a callable function, no custom wrapper code required. #AI
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Deploy health analytics directly into disconnected environments. #RedHat Lightspeed advisor self-managed delivers upgrade risk predictions and cluster recommendations through #RHACM, without external connectivity.

Try the Developer preview today.
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Upgrade your container workflows with #RedHat build of #PodmanDesktop 1.2. Get #Podman 6️⃣ engine support, secret management UI, automated CA key synchronization, and in-app updating.

Streamline development in enterprise environments today. red.ht/48fVFkN

Evaluating LLM performance locally before scaling shouldn't require complex infrastructure. See how to launch and test an OpenAI-compatible vLLM server on local hardware using @RedHat_AI Inference. red.ht/4z8Aj4P

We need to know if AI coding agents can handle enterprise software, but existing benchmarks don't include many of the repos enterprise teams work on. Red Hatters built RH SWE-Bench to close the gap for Red Hat ecosystem repos across Go, C, and Python. red.ht/4ib3oVP

Integrate #RedHat Data Grid directly with Active Directory or OpenLDAP. Define your cluster deployment, configure LDAP realm settings, and import TLS certificates for encrypted LDAPS communications.

#OpenShift #cloudnative
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Secure your #MCP gateway with policy-driven controls. Apply NetworkPolicy for workload isolation, AuthPolicy for tool-level permissions, and RateLimitPolicy to manage traffic volume.

Protect your enterprise platform.
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Deploy #DataGrid with #Keycloak integration using custom resources and Helm. Consolidate access control into a single service with OAuth2 introspection for token verification.

#OpenShift #SSO
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Run enterprise #AI locally without external APIs. Set up @RedHat_AI Inference on #RHEL, simulate realistic traffic patterns with GuideLLM benchmarking, and connect a chat interface to test your model's reasoning, summarization, and coding abilities.
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Troubleshoot production issues with #AI agents that inspect live systems. Connect an agent to #Azure resource management operations through MCP, enforce read-only access with OPA policies, and maintain full audit trails of every infrastructure query.
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Validate resilience before every release with #Krkn chaos testing. Inject pod failures, measure recovery against SLOs, and turn validated experiments into repeatable workflows.

Move from reactive fixes to proactive stability. #OpenShift
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Simplify package upgrades with dependency analytics. Detect vulnerable dependencies directly in your IDE, get clear remediation guidance, and apply quick fixes to upgrade to hardened versions without breaking changes.

#security #opensource
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Shift from rigid architectures to flexible HA features with @RedHat build of #Keycloak. Deploy dual-site failover using stateless instances, synchronized databases, and active health probing for seamless authentication continuity.
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